Menu Management

Smart Menu Import: PDF & Image AI Recognition for Restaurants | Inputly.AI

Inputly.AI Team
January 20, 2025
11 min read

Most restaurants don't have menus in Excel or database format - they have PDF menus, printed menus, or photos of menu boards. Smart menu import solves this by using AI to automatically extract items, prices, and descriptions from PDFs and images with 95%+ accuracy. Upload your menu file, AI processes it in 30-60 seconds, you review and approve, and your complete menu is ready for phone ordering. This guide shows how to leverage AI menu extraction to save hours of manual data entry.

The Menu Digitization Challenge

Why Most Restaurants Struggle

The reality of restaurant menus today:

Menu Format Percentage of Restaurants Digitization Challenge
PDF menu (from designer) 45% Need to manually type out all items
Printed menu only 25% Must scan/photo then manually enter
POS system (digital) 20% Can export CSV (easy!)
Excel/Google Sheets 7% Already digital (use CSV upload)
Menu board photos 3% Need OCR to extract text

The Problem: 70% of restaurants have menus locked in PDFs or printed formats, requiring hours of manual typing to digitize.

Smart Import Solution

How Smart Import Works:

  1. Upload: Drop PDF menu or photo into Smart Import tool

  2. AI Extraction: Advanced OCR + AI identifies items, prices, descriptions

  3. Review Interface: See extracted data in editable table format

  4. Corrections: Fix any AI errors (typically 5% need minor edits)

  5. Approve & Publish: Click confirm and menu goes live

Time Savings: Turn 3-4 hours of manual typing into 10-15 minutes of review and correction.

How Smart Menu Import Works

Step 1: Upload Your Menu File

Access Smart Import in your admin panel:

Upload Process:

  1. Log into Inputly.AI admin panel

  2. Navigate to Products → Smart Import

  3. Click "Upload Menu"

  4. Drag-and-drop or select file (PDF, JPG, PNG)

  5. Click "Start AI Extraction"

Step 2: AI Processing (30-60 Seconds)

What happens during AI extraction:

  • OCR (Optical Character Recognition): Converts image/PDF to text

  • Layout Analysis: Identifies menu sections, categories, item groupings

  • Item Detection: Recognizes dish names, descriptions, prices

  • Price Extraction: Finds and formats all prices (handles $, £, €, ¥)

  • Category Assignment: Groups items into appetizers, entrees, desserts, etc.

  • Structure Creation: Builds organized menu data table

Processing Time by Menu Size:

  • 1-page menu (25-40 items): 20-30 seconds

  • 2-page menu (50-80 items): 40-50 seconds

  • 3-4 page menu (100-150 items): 60-90 seconds

  • Large menu (200+ items, 6+ pages): 120-180 seconds

Step 3: Review & Edit Extracted Data

AI extraction results displayed in editable table:

Field AI Accuracy Common Corrections Needed
Item Names 98% Rare: Special characters, accents
Prices 97% Occasional: Decimal placement, currency symbol
Descriptions 92% Common: Multi-line descriptions split incorrectly
Categories 90% Common: Mis-categorization of combo items
Modifiers 85% Frequent: Size options mixed with base price

Overall Accuracy: 95%+ of data extracted correctly, requiring only minor corrections.

Step 4: Approve & Publish

After reviewing and correcting any errors:

  • Click "Approve All Items" to publish entire menu

  • Or selectively approve items one category at a time

  • Menu immediately available to AI phone agent

  • Extraction data saved for future reference

Supported File Formats

PDF Menus

Best format for Smart Import - highest accuracy:

PDF Menu Requirements:

  • File Size: Up to 25 MB per file

  • Page Count: 1-50 pages (most menus are 1-4 pages)

  • Text-Based PDFs: Best results (AI can read text directly)

  • Scanned PDFs: Good results (AI uses OCR)

  • Resolution: 150 DPI minimum, 300 DPI ideal

JPG/PNG Images

Photos of printed menus or menu boards:

  • Format: .jpg, .jpeg, .png

  • File Size: Up to 15 MB per image

  • Resolution: 1200×800 pixels minimum, 2400×1600 ideal

  • Lighting: Good lighting, no shadows obscuring text

  • Angle: Straight-on photo (not at sharp angle)

Multi-Page Menus

For menus spanning multiple pages:

Upload Method How It Works Best For
Single PDF AI processes all pages sequentially Multi-page PDF menus (ideal)
Multiple Images Upload page 1, 2, 3 separately Photos of each menu page
Batch Upload Upload all images at once, AI merges Scanned menu pages (JPG format)

AI Accuracy & Best Practices

What AI Handles Excellently

High-Accuracy Extractions:

  • Standard Layouts: Traditional menu formats with clear sections

  • Clear Typography: Readable fonts, good contrast

  • Consistent Pricing: Prices aligned in columns or following items

  • Category Headers: Clearly labeled sections (Appetizers, Entrees, etc.)

  • Multi-Language: English, French, Spanish, Italian recognized

Challenging Scenarios (Lower Accuracy)

AI may struggle with:

  • Heavily Designed Menus: Artistic fonts, text over complex backgrounds

  • Poor Image Quality: Blurry photos, low resolution scans

  • Handwritten Menus: Chalkboard menus, cursive writing (60-70% accuracy)

  • Unconventional Layouts: Circular menus, extremely creative designs

  • Multiple Columns: 3-4 column layouts can confuse item grouping

Tips for Best Results:

  • Use high-resolution PDFs (300 DPI if scanned)

  • Take photos in good lighting, no flash glare

  • Hold camera straight (not at angle)

  • Ensure all text is in focus

  • If menu has fold, photograph each page flat

  • Remove any overlapping items (plates, glasses) from photo

Review Interface & Correction Tools

Editable Data Table

After AI extraction, results display in structured table:

  • Inline Editing: Click any field to edit directly

  • Bulk Actions: Select multiple items to change category or delete

  • Confidence Scores: AI shows confidence % for each extraction

  • Highlighted Errors: Low-confidence items flagged yellow for review

  • Side-by-Side View: See original PDF/image next to extracted data

Common Corrections Workflow

Typical 10-Minute Review Process:

  1. Scan Item Names (2 min): Check for typos, special characters

  2. Verify Prices (3 min): Ensure decimals correct ($16.99 not $1699)

  3. Review Categories (2 min): Fix any mis-categorized items

  4. Check Descriptions (2 min): Ensure multi-line descriptions intact

  5. Final Scan (1 min): Quick review for obvious errors

Smart Import Limits & Pricing

Included Smart Imports

All Inputly.AI plans include Smart Import feature:

Plan Price Smart Imports/Month
Trial Pack $50 (one-time) 3 imports
Silver Pack $299.99/month 3 imports/month
Gold Pack $499.99/month 3 imports/month

When 3 Imports/Month is Enough

Most restaurants find 3 imports sufficient:

  • Initial Setup: Import main menu once (1 import)

  • Seasonal Changes: Import new menu quarterly (1 import every 3 months)

  • Catering Menu: Import separate catering menu once (1 import)

Key Insight: Smart Import is for initial setup or major overhauls. Daily menu updates use CSV upload (unlimited) or manual edits.

Additional Imports

If you need more than 3 imports per month:

  • Add-On Packs: $49 for 5 additional imports

  • Contact Sales: Custom pricing for restaurants needing 10+ imports/month (multi-location groups)

Smart Import vs CSV Upload: When to Use Which

Scenario Best Method Reason
Initial menu setup from PDF Smart Import Fastest way to digitize non-digital menu
Menu already in Excel CSV Upload 100% accuracy, unlimited uploads
Update 20 prices CSV Upload Doesn't use limited Smart Import quota
Complete seasonal menu redesign Smart Import New PDF from designer, faster than CSV
Add 5 new items Manual Entry Too small for import, quick web form
Import 10-location chain menus CSV Upload Create one CSV template, replicate

Real Restaurant Example

The Golden Dragon - Chinese Restaurant

Situation: Family-owned restaurant with 8-page PDF menu (138 items), no digital menu data available, wanted to launch AI phone ordering.

Option 1: Manual Entry

  • 138 items × 2.5 minutes/item = 345 minutes (5.75 hours)

  • Add descriptions, modifiers: +90 minutes

  • Total Time: 7+ hours of tedious typing

Option 2: Smart Import (What They Did)

  1. Uploaded 8-page PDF menu: 2 minutes

  2. AI processing: 75 seconds

  3. Reviewed extracted data: 18 minutes

  4. Corrected 7 price errors, 3 category mistakes: 6 minutes

  5. Approved and published: 30 seconds

  6. Total Time: 27 minutes (93% time savings)

Owner Quote: "I was dreading entering 138 menu items. Smart Import took less than half an hour. I uploaded the PDF, the AI extracted everything, I fixed a few tiny errors, done. Our menu was live the same day we signed up."

Getting Started

Try Smart Menu Import Today

Upload your PDF menu or photos with our $50 trial pack. Get 3 smart imports included - digitize your entire menu in minutes, not hours.

Conclusion

Smart Menu Import eliminates the biggest barrier to AI phone system adoption: menu digitization. Instead of spending hours manually typing menu items from PDFs or printed menus, restaurants upload their existing menu files and let AI extract everything automatically with 95%+ accuracy.

The 10-15 minute review process catches the 5% of minor AI errors, resulting in a fully digitized menu ready for phone ordering in under 30 minutes total. For restaurants without digital menu data, Smart Import is the fastest path to AI phone automation.

Have a PDF menu? Upload it today. Try Smart Import with the $50 trial pack and digitize your entire menu before lunch.

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Inputly.AI Team

Inputly.AI Team

Experts in restaurant automation and AI voice technology. Helping restaurants save time and increase revenue through intelligent phone automation.